{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* cv2.IMREAD_COLOR(): 读入彩色图像\n",
    "* cv2.IMREAD_GRAYSCALE(): 以灰度模式读入图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = cv2.imread('Pictures/壁纸1.jpg', cv2.IMREAD_GRAYSCALE)\n",
    "plt.imshow(img, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def salt(img, n):\n",
    "    for k in range(n):\n",
    "        i = int(np.random.random() * img.shape[1])\n",
    "        j = int(np.random.random() * img.shape[0])\n",
    "        if img.ndim == 2:\n",
    "            img[j, i] = 255\n",
    "        elif img.ndim == 3:\n",
    "            img[j,i,0] = 255\n",
    "            img[j,i,1] = 255\n",
    "            img[j,i,2] = 255\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(salt(img, 10000))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imgobj1 = cv2.imread('Pictures/壁纸10.jpg')\n",
    "imgobj2 = cv2.imread('Pictures/壁纸11.jpg')\n",
    "hist1 = cv2.calcHist([imgobj1], [0], None, [256], [0.0, 255.0])\n",
    "hist2 = cv2.calcHist([imgobj2], [0], None, [256], [0.0, 255.0])\n",
    "plt.plot(range(256), hist1, 'r')\n",
    "plt.plot(range(256), hist2, 'b')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1080, 1920, 3)\n"
     ]
    }
   ],
   "source": [
    "color_img = cv2.imread('Pictures/壁纸14.jpg')\n",
    "print(color_img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1080, 1920)\n"
     ]
    }
   ],
   "source": [
    "gray_img = cv2.imread('Pictures/壁纸14.jpg', cv2.IMREAD_GRAYSCALE)\n",
    "print(gray_img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1080, 1920, 3)\n"
     ]
    }
   ],
   "source": [
    "cv2.imwrite('test_grayscale.jpg', gray_img)\n",
    "reload_grayscale = cv2.imread('test_grayscale.jpg')\n",
    "print(reload_grayscale.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = cv2.imread('Pictures/壁纸20.jpg')\n",
    "img_500x500 = cv2.resize(img, (200, 200))\n",
    "img_500x600 = cv2.resize(img, (0, 0), fx=0.5, fy=0.5,\n",
    "                        interpolation=cv2.INTER_NEAREST)\n",
    "\n",
    "img_600x600 = cv2.copyMakeBorder(img, 50, 50, 0, 0,\n",
    "                                cv2.BORDER_CONSTANT,\n",
    "                                value=(0, 0, 0))\n",
    "path_tree = img[20:150, -180:-50]\n",
    "\n",
    "cv2.imwrite('cropped_tree.jpg', path_tree)\n",
    "cv2.imwrite('resized_500x500.jpg', img_500x500)\n",
    "cv2.imwrite('resized_500x600.jpg', img_500x600)\n",
    "cv2.imwrite('bordered_600x600.jpg', img_600x600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch3",
   "language": "python",
   "name": "pytorch3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
